Transfer-based machine translation Machine Translation translation jobs
Home More Articles Join as a Member! Post Your Job - Free! All Translation Agencies
Advertisements

Transfer-based machine translation


Become a member of TranslationDirectory.com at just $8 per month (paid per year)




Transfer-based machine translation is a type of machine translation, it is based on the idea of interlingua and is currently one of the most widely used methods of machine translation.

Contents

Overview

Both transfer-based and interlingua-based machine translation have the same idea: to make a translation it is necessary to have an intermediate representation that captures the "meaning" of the original sentence in order to generate the correct translation. In interlingua-based MT this intermediate representation must be independent of the languages in question, whereas in transfer-based MT, it has some dependence on the language pair involved.

The way in which transfer-based machine translation systems work varies substantially, but in general they follow the same pattern: they apply sets of linguistic rules which are defined as correspondences between the structure of the source language and that of the target language. The first stage involves analysing the input text for morphology and syntax (and sometimes semantics) to create an internal representation. The translation is generated from this representation using both bilingual dictionaries and grammatical rules.

It is possible with this translation strategy to obtain fairly high quality translations, with accuracy in the region of 90% (although this is highly dependent on the language pair in question — for example the distance between the two).

How it works

In a rule-based machine translation system the original text is first analysed morphologically and syntactically in order to obtain a syntactic representation. This representation can then be refined to a more abstract level putting emphasis on the parts relevant for translation and ignoring other types of information. The transfer process then converts this final representation (still in the original language) to a representation of the same level of abstraction in the target language. These two representations are referred to as "intermediate" representations. From the target language representation, the stages are then applied in reverse.

Analysis and transformation

Various methods of analysis and transformation can be used before obtaining the final result. Along with these statistical approaches may be augmented generating hybrid systems. The methods which are chosen and the emphasis depends largely on the design of the system, however, most systems include at least the following stages:

  • Morphological analysis. Surface forms of the input text are classified as to part-of-speech (e.g. noun, verb, etc.) and sub-category (number, gender, tense, etc.) All of the possible "analyses" for each surface form are typically outputted at this stage, along with the lemma of the word.
  • Lexical categorisation. In any given text some of the words may have more than one meaning, causing ambiguity in analysis. Lexical categorisation looks at the context of a word to try and determine the correct meaning in the context of the input. This can involve part-of-speech tagging and word sense disambiguation.
  • Lexical transfer. This is basically dictionary translation, the source language lemma (perhaps with sense information) is looked up in a bilingual dictionary and the translation is chosen.
  • Structural transfer. While the previous stages deal with words, this stage deals with larger constituents, for example phrases and chunks. Typical features of this stage include concordance of gender and number, and re-ordering of words or phrases.
  • Morphological generation. From the output of the structural transfer stage, the target language surface forms are generated.

Transfer types

One of the main features of transfer based machine translation systems is a phase that "transfers" an intermediate representation of the text in the original language to an intermediate representation of text in the target language. This can work at one of two levels of linguistic analysis , or somewhere in between. The levels are:

  • Superficial transfer (or syntactic). This level is characterised by transferring "syntactic structures" between the source and target languages. It is suitable for languages in the same family or of the same type, for example in the Romance languages between Spanish, Catalan, French, Italian, etc.
  • Deep transfer (or semantic). This level constructs a semantic representation that is dependent on the source language. This representation can consist of a series of structures which represent the meaning. In these transfer systems predicates are typically produced. The translation also typically requires structural transfer. This level is used to translate between more distantly related languages, or languages which have no genetic relationship at all (e.g. Spanish-English or Spanish-Basque, etc.)
  • Statistical machine translation

Source: http://en.wikipedia.org/wiki/Transfer-based_machine_translation

Published - December 2008



Information from Wikipedia is available under the terms of the GNU Free Documentation License








Submit your article!

Read more articles - free!

Read sense of life articles!

E-mail this article to your colleague!

Need more translation jobs? Click here!

Translation agencies are welcome to register here - Free!

Freelance translators are welcome to register here - Free!








Please see some ads as well as other content from TranslationDirectory.com:


Free Newsletter

Subscribe to our free newsletter to receive news from us:

 
Menu
Recommend This Article
Read More Articles
Search Article Index
Read Sense of Life Articles
Submit Your Article
Obtain Translation Jobs
Visit Language Job Board
Post Your Translation Job!
Register Translation Agency
Submit Your Resume
Find Freelance Translators
Buy Database of Translators
Buy Database of Agencies
Obtain Blacklisted Agencies
Advertise Here
Use Free Translators
Use Free Dictionaries
Use Free Glossaries
Use Free Software
Vote in Polls for Translators
Read Testimonials
Read More Testimonials
Read Even More Testimonials
Read Yet More Testimonials
And More Testimonials!
Admire God's Creations

christianity portal
translation jobs


 

 
Copyright © 2003-2019 by TranslationDirectory.com
Legal Disclaimer
Site Map